{"id":"W1496718030","doi":"10.1080/07055900.2015.1050352","title":"Effects of Spectral Nudging on Oceanic States in a Coarse-Resolution Model","year":2015,"lang":"en","type":"article","venue":"ATMOSPHERE-OCEAN","topic":"Oceanographic and Atmospheric Processes","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bedford Institute of Oceanography; Environment and Climate Change Canada; Fisheries and Oceans Canada","funders":"","keywords":"Climatology; Sea surface temperature; Environmental science; Temperature salinity diagrams; Salinity; Degree (music); Atmospheric sciences; Geology; Oceanography; Physics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003089341,0.0002461827,0.0003343264,0.000009999323,0.00006573464,0.00003438092,0.000289303,0.0000975638,0.0000904624],"category_scores_gemma":[0.00009304396,0.0002091656,0.00008261734,0.0006351274,0.000130106,0.0003018419,0.00001682207,0.0002120232,0.0000467905],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001727542,"about_ca_system_score_gemma":0.0001563592,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001012849,"about_ca_topic_score_gemma":0.000323715,"domain_scores_codex":[0.998289,0.00007282619,0.0003533399,0.0003634692,0.0004201828,0.0005012032],"domain_scores_gemma":[0.9991871,0.0001808995,0.0001482154,0.0002049155,0.00006012516,0.0002188057],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000291574,0.0001742908,0.3257527,0.0001690114,0.00003560758,0.00005810722,0.001236982,0.6614188,0.00001431355,0.0005922923,0.003648756,0.006607599],"study_design_scores_gemma":[0.001244652,0.0005380235,0.03874043,0.0001338032,0.00002622022,0.00000590641,0.0006763413,0.9494572,0.000526567,0.008073433,0.0002619044,0.0003154724],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9909319,0.001695922,0.0004589429,0.0000823009,0.0001873231,0.0002397885,0.0000142166,0.00009115349,0.006298428],"genre_scores_gemma":[0.9961879,0.0001691883,0.003066063,0.0002622107,0.00005808185,4.00156e-7,0.00003203516,0.00001174979,0.0002123485],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2880385,"threshold_uncertainty_score":0.8529526,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01089224189057584,"score_gpt":0.2057587627492273,"score_spread":0.1948665208586515,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}